rebrowser/carscom-dataset

Cars.com Vehicle Listings Dataset

Daily sample of Cars.com vehicle listings with make, model, trim, mileage, body style, drivetrain, and dealer location across new and used inventory.

This dataset is a preview sample of the Cars.com dataset published by Rebrowser. If you're doing academic research, you may be eligible for free access to a much larger slice — see Free Datasets for Research.

This dataset contains 1 entity, each in its own folder: Car Listings (car-listings). See below for a full field breakdown, sample counts, and data distributions for each.

Found this useful? ❤️ Like this dataset on HuggingFace to help us keep publishing fresh data. Found an error? Let us know.

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Car Listings

Sample of Cars.com vehicle listings with year, make, model, trim, mileage, body style, drivetrain, fuel type, and dealer location.

5,601,460 total records from 2025-11-16 to 2026-03-08, up to 30,000 rows in this sample (0.54% of full dataset). Exported as one file per day, up to 1,000 rows each, last 30 days retained.

Field	Type	Fill Rate	Description
_primaryKey	string	100%	Unique identifier for this record
_firstSeenAt	datetime	100%	First time this record was seen
_lastSeenAt	datetime	100%	Last time this record was updated
listingId	string	100%	Unique Cars.com listing UUID (e.g., 62a9e175-556a-49da-b18e-e2ac95ef83ba)
vin 🔒	string	100%	Vehicle Identification Number (17-character unique code)
stockType	string	100%	Listing type (New, Used, Certified)
year	float	100%	Vehicle model year
make	string	100%	Vehicle manufacturer (e.g., Mazda, Audi, Toyota)
model	string	100%	Vehicle model name (e.g., CX-5, Q5, Camry)
trim	string	99%	Vehicle trim level (e.g., 2.5 S Preferred Package, Premium Plus 45 TFSI)
price 🔒	float	100%	Listed price in USD
msrp 🔒	float	47%	Manufacturer suggested retail price in USD
mileage	float	99%	Odometer reading in miles
bodyStyle	string	100%	Body style (Sedan, SUV, Coupe, Hatchback, Truck, etc.)
exteriorColor	string	99%	Exterior color (e.g., Black, White, Silver)
interiorColor	string	97%	Interior color (e.g., Black Leather, Beige)
drivetrain	string	98%	Drivetrain type (e.g., All-wheel Drive, Front-wheel Drive, Four-wheel Drive, Rear-wheel Drive, FWD, AWD)
transmission	string	2%	Transmission type (e.g., Automatic, Manual)
engine	string	2%	Engine description (e.g., SKYACTIV-G 2.5L I-4)
fuelType	string	98%	Fuel type (e.g., Gasoline, Hybrid, E85 Flex Fuel, Diesel)
mpg	string	2%	EPA mileage rating range (e.g., 26-30)
stockNumber	string	2%	Dealer stock number
sellerType	string	100%	Seller type (e.g., dealership)
sellerName 🔒	string	99%	Seller/dealer name (e.g., Liberty Mazda, Audi Richmond)
sellerCity	string	99%	Seller city location
sellerState	string	99%	Seller state abbreviation (e.g., CT, VA)
images 🔒	array	2%	Array of all listing photo URLs
imagesCount	float	2%	Number of listing images
options	array	2%	Array of vehicle options (e.g., Adaptive Cruise Control, Heated Seats, Bluetooth)
optionsCount	float	2%	Number of vehicle options
description	string	2%	Seller description/notes about the vehicle
listingUrl 🔒	string	100%	Full URL to the Cars.com vehicle listing page

🔒 Premium fields are included in the data files but their values are replaced with [PREMIUM]. To access real values, use our website.

Field Distributions

Stock Type (New/Used/Certified) (stockType)

Value	Count	Share
Used	3,121,162	███████████░░░░░░░░░ 55.7%
New	2,480,298	█████████░░░░░░░░░░░ 44.3%

Body Style Distribution (bodyStyle)

Value	Count	Share
SUV	3,111,245	███████████░░░░░░░░░ 55.7%
Truck	1,077,749	████░░░░░░░░░░░░░░░░ 19.3%
Sedan	872,790	███░░░░░░░░░░░░░░░░░ 15.6%
Hatchback	152,368	█░░░░░░░░░░░░░░░░░░░ 2.7%
Coupe	122,292	░░░░░░░░░░░░░░░░░░░░ 2.2%
Passenger Van	84,952	░░░░░░░░░░░░░░░░░░░░ 1.5%
Cargo Van	64,336	░░░░░░░░░░░░░░░░░░░░ 1.2%
Convertible	62,443	░░░░░░░░░░░░░░░░░░░░ 1.1%
Minivan	21,441	░░░░░░░░░░░░░░░░░░░░ 0.4%
Wagon	19,216	░░░░░░░░░░░░░░░░░░░░ 0.3%

Top Vehicle Makes (make)

Value	Count	Share
Ford	727,371	████░░░░░░░░░░░░░░░░ 18.8%
Chevrolet	573,972	███░░░░░░░░░░░░░░░░░ 14.8%
Toyota	534,714	███░░░░░░░░░░░░░░░░░ 13.8%
Honda	389,166	██░░░░░░░░░░░░░░░░░░ 10.1%
Nissan	314,638	██░░░░░░░░░░░░░░░░░░ 8.1%
Jeep	302,100	██░░░░░░░░░░░░░░░░░░ 7.8%
Hyundai	301,581	██░░░░░░░░░░░░░░░░░░ 7.8%
Kia	277,319	█░░░░░░░░░░░░░░░░░░░ 7.2%
GMC	241,723	█░░░░░░░░░░░░░░░░░░░ 6.2%
BMW	208,767	█░░░░░░░░░░░░░░░░░░░ 5.4%

Fuel Type Distribution (fuelType)

Value	Count	Share
Gasoline	4,700,438	█████████████████░░░ 85.4%
Hybrid	327,105	█░░░░░░░░░░░░░░░░░░░ 5.9%
Diesel	207,180	█░░░░░░░░░░░░░░░░░░░ 3.8%
Electric	174,624	█░░░░░░░░░░░░░░░░░░░ 3.2%
E85 Flex Fuel	60,799	░░░░░░░░░░░░░░░░░░░░ 1.1%
Gas	18,083	░░░░░░░░░░░░░░░░░░░░ 0.3%
Plug-In Hybrid	5,431	░░░░░░░░░░░░░░░░░░░░ 0.1%
Regular unleaded	3,682	░░░░░░░░░░░░░░░░░░░░ 0.1%
Flexible Fuel	3,364	░░░░░░░░░░░░░░░░░░░░ 0.1%
Regular Unleaded	2,266	░░░░░░░░░░░░░░░░░░░░ 0.0%

Listings by State (sellerState)

Value	Count	Share
TX	567,093	████░░░░░░░░░░░░░░░░ 18.4%
FL	567,056	████░░░░░░░░░░░░░░░░ 18.4%
CA	516,053	███░░░░░░░░░░░░░░░░░ 16.7%
OH	264,923	██░░░░░░░░░░░░░░░░░░ 8.6%
IL	259,598	██░░░░░░░░░░░░░░░░░░ 8.4%
NY	203,244	█░░░░░░░░░░░░░░░░░░░ 6.6%
GA	191,342	█░░░░░░░░░░░░░░░░░░░ 6.2%
NJ	174,650	█░░░░░░░░░░░░░░░░░░░ 5.7%
NC	173,660	█░░░░░░░░░░░░░░░░░░░ 5.6%
PA	170,301	█░░░░░░░░░░░░░░░░░░░ 5.5%

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Pre-built Views on Rebrowser

Rebrowser web viewer lets you filter, sort, and export any slice of this dataset interactively. These pre-built views are ready to open:

Car Listings

Vehicle Listings with Pricing — 5,305,892 records

↳ [{"field":"price","op":"gt","value":0},{"sort":"price ASC"}]

New Vehicle Listings — 2,379,116 records

↳ [{"field":"stockType","op":"is","value":"New"},{"sort":"price ASC"}]

Used Vehicle Listings — 2,922,272 records

↳ [{"field":"stockType","op":"is","value":"Used"},{"sort":"price ASC"}]

Listings with Multiple Photos — 91,181 records

↳ [{"field":"imagesCount","op":"gt","value":5},{"sort":"imagesCount DESC"}]

SUV Listings — 2,940,900 records

↳ [{"field":"bodyStyle","op":"is","value":"SUV"},{"sort":"price ASC"}]

See all 34 views →

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Code Examples

import pandas as pd
from pathlib import Path

# ── Car Listings ─────────────────────────────────────────────────────────────
files = sorted(Path('rebrowser/carscom-dataset/car-listings/data').glob('*.parquet'))[-7:]
listings = pd.concat([pd.read_parquet(f) for f in files])

# Top 15 makes by listing count
print(listings['make'].value_counts().head(15).to_string())

# Body style breakdown for used vehicles
used = listings[listings['stockType'] == 'Used']
print(used['bodyStyle'].value_counts().to_string())

# Average mileage by body style for used cars
print(used.groupby('bodyStyle')['mileage'].mean().sort_values().to_string())

# States with the most listings
print(listings['sellerState'].value_counts().head(10).to_string())

# Fuel type distribution across all listings
print(listings['fuelType'].value_counts().to_string())

# Listings per model year (most recent years)
print(listings['year'].value_counts().sort_index(ascending=False).head(10).to_string())

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Use Cases

Inventory Composition Analysis

Group listings by body style, drivetrain, and fuel type to understand how dealer inventory is distributed across vehicle segments and regions.

Regional Market Comparison

Filter by seller state to compare which makes and models dominate specific geographic markets. Identify regional preferences like truck-heavy states vs sedan markets.

Vehicle Specification Trends

Analyze how trim levels, drivetrain types, and fuel options shift across model years. Track the growth of hybrid and electric listings relative to gasoline.

Listing Quality Benchmarking

Compare image counts and option detail completeness across listings to benchmark what constitutes a high-quality vehicle listing on Cars.com.

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Full Dataset on Rebrowser

This is a 1,000-row preview sample. The full dataset is at rebrowser.net/products/datasets/carscom

Doing academic research? You may qualify for free access to a larger slice. See Free Datasets for Research.

On Rebrowser you can:

• Filter before you buy — use the web UI to apply filters on any field and sort by any column. Preview results before purchasing. You only pay for records that match your criteria.
• Export in your format — CSV, JSON, JSONL, or Parquet depending on your plan.
• Access via API — integrate dataset queries into your pipelines and workflows.
• Choose your freshness — plans range from a 14-day lag to real-time data with no delay.
• Select only the fields you need — keep exports lean. Premium fields with richer data are available on higher plans.

免费去水印 starts at $2 per 1,000 rows with volume discounts.

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License & Terms

Free for research and non-commercial use with attribution. See license terms and how to cite.

@misc{rebrowser_carscom,
  author       = {Rebrowser},
  title        = {Cars.com Vehicle Listings Dataset},
  year         = {2026},
  howpublished = {\url{https://rebrowser.net/products/datasets/carscom}},
  note         = {Accessed: YYYY-MM-DD}
}

Commercial use requires a paid license — see 免费去水印. Use of this data is governed by the Rebrowser Terms of Use, which may be updated at any time independently of this dataset.

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Disclaimer

Rebrowser is an independent data provider and is not affiliated with, endorsed by, or sponsored by Cars.com. Any trademarks are the property of their respective owners. This dataset is compiled from publicly available information; we do not request or collect Cars.com user credentials. By using this dataset, you agree to comply with Cars.com's Terms of Service and all applicable laws and regulations. Images, logos, descriptions, and other materials included in this dataset remain the intellectual property of their respective owners and are provided solely for informational purposes. Rebrowser makes no warranties regarding the accuracy, completeness, or legality of the data and assumes no liability for how the data is used. You are solely responsible for ensuring that your use of this dataset does not infringe on the rights of any third party.

You can also find this data on GitHub, Kaggle, Zenodo.